Search results for "vector"
Microsoft Azure Cognitive Search Client Library for Python
OpenTelemetry Qdrant instrumentation
PDF file reader/writer library
Python framework for fast Vector Space Modelling
Asyncer, async and await, focused on developer experience.
Fiona reads and writes spatial data files
cffi-based cairo bindings for Python
SQLModel, SQL databases in Python, designed for simplicity, compatibility, and robustness.
Vectorized spatial vector file format I/O using GDAL/OGR
Client library for the Qdrant vector search engine
Typer, build great CLIs. Easy to code. Based on Python type hints.
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
RAG pipeline security testing toolkit - 27 techniques across 6 kill chain phases, mapped to MITRE ATLAS
Data Infrastructure providing a declarative, incremental approach for multimodal AI workloads.
The memory system your AI agent deserves. 4-stage hybrid retrieval โ Vector + BM25 + Knowledge Graph + Neural Reranker โ in <150ms. Self-hosted, $0/query, built for agents that need to actually rememb
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligen
Python SDK for Milvus Vector Database
aivectormemory ๆฏไธๆฌพๅบไบ Model Context Protocol (MCP) ๅผๅ็OpenClawใOpenCodeใClaudeCodeAI่ฎฐๅฟ็ฎก็ๅทฅๅ ทใๅฎไธ้จไธบ ClaudeใOpenCodeใCursor ๅ ไธปๆตIDE ็ผ็จๅทฅๅ ท่ฎพ่ฎก๏ผ้่ฟๅ้ๆฐๆฎๅบๆๆฏ่งฃๅณ AI ๅจไธๅๅฏน่ฏไผ่ฏไธญใๅฅๅฟใ็้ฎ้ขใaivectormemory: A lightweight MCP Se
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connec
High-Performance Engine for Multi-Vector Search
๐ก All-in-one AI framework for semantic search, LLM orchestration and language model workflows
Graph RAG with pure vector search, achieving SOTA performance in multi-hop reasoning scenarios.
Autonomous AI agent with persistent memory, self-learning, and earned autonomy. Cognitive partner that remembers, learns, and evolves.
The agent engineering platform
โก Lightweight offline AI agent for local models. No cloud, no API keys โ just your GPU.
Open Source AI Platform - AI Chat with advanced features that works with every LLM
Cognithor - Agent OS: Local-first autonomous agent operating system. 16 LLM providers, 17 channels, 112+ MCP tools, 5-tier memory, A2A protocol, knowledge vault, voice, browser automation, Computer-us
PraisonAI ๐ฆ โ Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, R
Knowledge Engine for AI Agent Memory in 6 lines of code
LlamaIndex is the leading document agent and OCR platform
Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM โ local or cloud.
RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by Ollama/vLLM/etc. Precise embeddings usage, tuning, analytics etc. Built-in image/audio generat
Self improving agents through iterations
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
KohakuTerrarium is a general-purpose AI agent framework and batteries-included app for building, running, and composing self-contained agents and multi-agent teams, with built-in tools, sub-agents, pe
ARIS โ๏ธ (Auto-Research-In-Sleep) โ Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in โ works wi
Declarative Agent Orchestration. Ship while you sleep.
Agentic memory for CTI in Python โ STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents
Autonomous knowledge base plugin for Claude Code - captures reserch, ideas, and decisions into an interlinked wiki with reserch-on-miss, semantic search, and a Wikipedia-style web UI. Knowledge compou
AI-first security scanner with 76 analyzers, 9,600+ detection rules, and repo poisoning detection for AI/ML, LLM agents, and MCP servers. Scan any GitHub repo with: medusa scan --git user/repo
Curated directory of terminal-native AI coding agents and the harnesses that orchestrate them. Covers open-source tools (Pi, OpenCode, Aider, Goose), platform agents (Claude Code, Codex, Gemini CLI),
Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
Hindsight: Agent Memory That Learns
MCP server for Fabric Real-Time Intelligence (https://aka.ms/fabricrti) supporting tools for Eventhouse (https://aka.ms/eventhouse), Azure Data Explorer (https://aka.ms/adx, and other RTI services (co
Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.
OpenTelemetry Instrumentation for AI Observability
One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.
An open-source AI assistant framework with skills and agent architecture
Secure AI conversations with documents, video, audio, and more. Personal workspaces for focused context, group spaces for shared insight. Classify docs, reuse prompts, and extend with modular features
AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, v
Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding a
A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
Give your AI agents persistent memory.
The Pinecone Python client
Nextcloud MCP Server
PowerMem: Your AI-Powered Long-Term Memory โ Accurate, Agile, Affordable. Also friendly support for the OpenClaw Memory Plugin.
NEXO Brain โ Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Claude Desktop & any MC
Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolidates, and forgets. Multi-model (Claude/Codex/Gemini/Cursor/Ollama).
AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN
Benchmark for vector databases.
Harness LLMs with Multi-Agent Programming
Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
"RAG-Anything: All-in-One RAG Framework"
Humans and AI agents, building knowledge bases together. Self-hosted document annotation, version control, semantic search, and MCP.
MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
A thin cython wrapper around llama.cpp, whisper.cpp and stable-diffusion.cpp
RAGElo is a set of tools that helps you selecting the best RAG-based LLM agents by using an Elo ranker
AI Agent Backend Platform on FastAPI โ MCP server + AI orchestration + async DDD architecture. Zero-boilerplate CRUD, auto domain discovery, 14 Claude Code AI development skills.
JRVS AI Agent with JARCORE autonomous coding engine - RAG knowledge base, web scraping, calendar, code generation. Powered by whatever local AI you choose.
Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone, Qdrant, ChromaDB, pgvector, MongoDB), 5 LLMs (Gemini, OpenAI, Claude, Ollama, OpenRouter). OpenA
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Dragon Brain โ persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Claude, Gemini CLI, Cur
Memory that remembers the story not just the facts. Three layer sentence graph for AI agents -> Facts, Episodes, raw Sentences. One DB. Zero config.
LightAgent: Lightweight AI agent framework with memory, tools & tree-of-thought. Supports multi-agent collaboration, self-learning, and major LLMs (OpenAI/DeepSeek/Qwen). Open-source with MCP/SSE prot
Framework for benchmarking vector search engines
Advanced AI Real Estate Assistant using RAG, LLMs, and Python. Features market analysis, property valuation, and intelligent search.
AI Agent Development Platform - Supports multiple models (OpenAI/DeepSeek/Wenxin/Tongyi), knowledge base management, workflow automation, and enterprise-grade security. Built with Flask + Vue3 + LangC
One API for 20+ LLM providers, your databases, and your files โ self-hosted, open-source AI gateway with RAG, voice, and guardrails.
AgenticX is a unified, production-ready multi-agent platform โ Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical m
๐ PageIndex: Document Index for Vectorless, Reasoning-based RAG
The Developer's Guide to AI - A Field Guide for the Working Developer
"DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"
Unified framework for building enterprise RAG pipelines with small, specialized models
Command Line telepathy. An Autonomous Al Agent for your Terminal that turns intent into Execution (Windows/Linux/Mac)
Desktop AI Assistant powered by GPT-5, GPT-4, o1, o3, Gemini, Claude, Ollama, DeepSeek, Perplexity, Grok, Bielik, chat, vision, voice, RAG, image and video generation, agents, tools, MCP, plugins, spe
autonomous agent with access to a tool library
Lightweight semantic code search engine โ 2-stage vector + FTS + RRF fusion + MCP server for Claude Code
Local-first Agentic Memory Layer for MCP Agents โข 25 tools โข Hybrid search (FTS5 + vector + MMR) โข GDPR โข 100% local
RAPTOR (Robust AI-Powered Toolkit for Operational Robots) is an AI-native Content Insight Engine that transforms passive media storage into an intelligent knowledge platform through automated analysis
Lightweight, embedded graph-based memory system for AI applications. Fast (<3ms recall), offline-first, with MCP server support for Claude and other AI tools.
Build, deploy, and orchestrate event-driven agents natively on Apache Flinkยฎ and Apache Kafkaยฎ
Memory library for building stateful agents
A sovereign cognitive architecture with IIT 4.0 integrated information, residual-stream affective steering (CAA), Global Workspace Theory, active inference, and 72 consciousness modules โ running loca
Curated list of the best truly open-source AI projects, models, tools, and infrastructure.
METAโAGENTIC ฮฑโAGI ๐๏ธโจ โ Mission ๐ฏ Endโtoโend: Identify ๐ โ OutโLearn ๐ โ OutโThink ๐ง โ OutโDesign ๐จ โ OutโStrategise โ๏ธ โ OutโExecute โก
Open-Source Intelligent Command Layer
RAG (Retrieval-augmented generation) ChatBot that provides answers based on contextual information extracted from a collection of Markdown files.
AI travel planner with 7 specialized agents, RAG, and tool-calling. Built with CrewAI & LangChain. Generates personalized itineraries with flights, hotels, activities, and cultural tips. Production-re
Markdown-first work-memory protocol for existing agents, with maintained knowledge, candidate notes, evals, and an example KB.
Self-hosted personal AI agent that lives in your DMs. Describe any workflow: triage Gmail, pull a Giphy feed, build a Slack bot, monitor markets. It writes the code, runs it, schedules it, and saves i
Description: Self-hosted graph-based associative memory for personal AI agents. Spreading activation, emotional weighting, zero LLM cost.
Learn it. Build it. Ship it for others.
A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service.
Generic markdown collection MCP server with FTS5 + semantic search, frontmatter-aware indexing, and incremental reindexing
Local AI server with persistent memory, RAG, and multi-backend inference (MLX / llama.cpp / Ollama). Runs entirely on your machine โ zero data sent to external services.
MCP server for searching and retrieving Claude Agent Skills using vector search
Search your files by talking to them - 100% offline
๐ค The most comprehensive directory of AI agent frameworks, platforms, tools, and resources - hundreds of curated entries covering open-source, no-code, enterprise, and autonomous solutions. NEW Boil
Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-
This project implements a comprehensive framework for Knowledge Graph Retrieval Augmented Generation (KG-RAG). It focuses on financial data from SEC 10-Q filings and explores how knowledge graphs can
Next generation FEniCS Form Compiler for finite element forms
YouTubeGPT is an LLM-based web-app that can be run locally and allows you to summarize and chat (Q&A) with YouTube videos.
Open-Sable is a local-first autonomous agent framework with AGI-inspired cognitive subsystems (goals, memory, metacognition, tool use). It can run continuously on your machine, integrate with chat int
A self-improving AI agent that learns from experience. Runs entirely on a local 9B model. Security by absence โ dangerous capabilities were never built.
A comprehensive MCP-based todo management system, that serves as a central nervous system for Madness Interactive, a multi-project task coordination workshop.
An open-source, self-hosted API that turns standard email providers (Mailgun, SES, SendGrid) into "Inbox-as-a-Service" for AI Agents.
Connect any LLM to OpenClaw โ production-tested middleware for Qwen3-235B and beyond
๐ง Transform documentation chaos into a structured memory system with Mnemos, your self-hosted, multi-context knowledge server for developers.
Controllable and Transparent LLM Application Framework
KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge base
Local-first AI assistant โ 9 specialized agents (code, web, debug, securityโฆ), 10M token vector memory, mobile relay via secure tunnel, real-time web search and document processing. Runs 100% on your
The open framework for extensible & grounded AI agent orchestration.
A framework for fine-tuning retrieval-augmented generation (RAG) systems.
Syllabus-aware RAG study assistant for university students. Answers strictly from your own notes & PDFs, unit-scoped retrieval, cross-encoder reranking, and a hallucination gate โ built to help studen
A local LLM-based autonomous agent orchestration platform featuring async background tasks, context-isolated sub-agents, dynamic knowledge injection, and strict security approval gates (Plan Mode).
Python LLM-RAG deep agent using LangChain, LangGraph and LangSmith built on Quart web microframework and served using Hypercorn ASGI and WSGI web server.
Self-hosted autonomous AI agent โ runs on your PC, controls your environment, connects to any MCP server.
Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API
Broken RAG For The Broken Souls
๐ค Transform internal knowledge retrieval with a secure, on-premise RAG-powered chatbot that enhances efficiency through natural language queries.
๐ Build and explore multi-agent AI workflows with ready-to-use projects for document serving, Q/A bots, and orchestration.
๐ง Enhance AI conversations with Cognio, a persistent memory server that retains context and enables meaningful semantic search across sessions.
๐ช Intelligent orchestration system that coordinates multiple AI coding assistants (Claude, Codex, Gemini CLI, Copilot CLI) to collaborate on complex software development tasks via REPL or a Vue/Nuxt
The localhost AI Agent Runtime -- Chat UI, Tools, RAG, and MCP in one pip install
Complete Workspace Template for OpenClaw - Full agent lifecycle with unified memory system (Markdown + SQLite), self-evolution, RAG. Not for SubAgent/Skill use.
Deploy a local, multi-user RAG system to query PDF and DOCX documents using a local LLM without cloud or API dependencies.
๐ค Build your own local Retrieval-Augmented Generation system for private, offline AI memory without ongoing costs or data privacy concerns.
๐๏ธ Simplify booking with this AI service agent that processes queries, finds local options, and offers immediate slots and notifications.
๐ง Enhance LLM agents with an agentic memory system, featuring automatic note construction, dynamic memory updates, and intelligent semantic retrieval.
๐ Implement hybrid search using Vespa and FastAPI, blending BM25 and dense semantic retrieval for efficient, accurate information retrieval.
๐ Build a leading-edge e-commerce recommendation system using RAG architecture, Groq Llama 3, LangChain, and AstraDB, deployed on Kubernetes for scalability.
๐ Build and scale reliable Retrieval-Augmented Generation (RAG) systems with this curated collection of tools, frameworks, and best practices.
A MCP server to use StatCAN data
A code generator for array-based code on CPUs and GPUs
๐ค Recommend TV shows by matching favorites, averaging embeddings, and finding similar titles using fuzzy search and vector similarity.
๐ Enable smart document and data search with AI-powered chat, vector search, and SQL querying across multiple file formats.
โก Optimize vector searches with a hyper-efficient cache that uses machine learning for faster, smarter data access and reduced costs.
๐ท Transform any camera into ROS2 image topics for seamless integration with robotic systems and effective VLA model deployment.
๐ ๏ธ Simplify your tasks with MineContext, an open-source AI tool that provides context-aware support for clarity and efficiency in work and study.
Modular multi-agent orchestration framework powered by LangGraph and FastAPI.
๐ Build an enterprise-ready RAG system to enhance technical documentation querying with LangGraph and multi-step reasoning workflows.
Autonomous, multilingual AI voice agent using ElevenLabs, LangGraph, and RAG for government services
๐ Learn from diverse sources with OmniLearnAI, an intelligent platform that combines documents, videos, and more, all with reliable citations.
An AI guardian that remembers, watches, and acts.
Store, consolidate, and recall coding agent memories with provenance tracking using SQLite and FAISS for fast, structured knowledge access.
No description
๐ฆพ A productionโready research outreach AI agent that plans, discovers, reasons, uses tools, autoโbuilds cited briefings, and drafts tailored emails with toolโchaining, memory, tests, and turnkey Dock
AI News Scraper & Semantic Search: A Python application that scrapes news articles, uses GenAI to generate summaries and identify topics, and provides semantic search capabilities through vector embed
Demo RAG API (FastAPI, OpenAI, ChromaDB, Docker) automatically generated using the OpenAI Codex CLI tool. Highlights Codex's capability for rapid, complex application development.
